Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	71
Missing cells	156
Missing cells (%)	9.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.4 KiB
Average record size in memory	193.8 B

Variable types

Numeric	20
Categorical	2
Unsupported	2

Warnings

`df_aicr_previous_week` has 11 (15.5%) missing values	Missing
`df_itg20_previous_week` has 3 (4.2%) missing values	Missing
`df_ntt_previous_week` has 71 (100.0%) missing values	Missing
`df_sentiment_previous_week` has 71 (100.0%) missing values	Missing
`Unnamed: 0` has unique values	Unique
`employeeid` has unique values	Unique
`df_itg_previous_week` has unique values	Unique
`df_aht_previous_week` has unique values	Unique
`df_ntt_previous_week` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`df_sentiment_previous_week` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Unnamed: 0` has 1 (1.4%) zeros	Zeros
`Friday` has 10 (14.1%) zeros	Zeros
`Monday` has 4 (5.6%) zeros	Zeros
`Saturday` has 1 (1.4%) zeros	Zeros
`Sunday` has 3 (4.2%) zeros	Zeros
`Thursday` has 5 (7.0%) zeros	Zeros
`Tuesday` has 4 (5.6%) zeros	Zeros
`Wednesday` has 6 (8.5%) zeros	Zeros
`previous week_x` has 11 (15.5%) zeros	Zeros
`actual week` has 16 (22.5%) zeros	Zeros
`df_aicr_previous_week` has 1 (1.4%) zeros	Zeros
`df_transfer_previous_week` has 3 (4.2%) zeros	Zeros
`df_tsr_previous_week` has 54 (76.1%) zeros	Zeros

Reproduction

Analysis started	2021-05-19 16:54:57.479150
Analysis finished	2021-05-19 16:55:47.122736
Duration	49.64 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

Unnamed: 0
Real number (ℝ_≥0)

UNIQUE
ZEROS

Distinct	71
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	113.5633803
Minimum	0
Maximum	262
Zeros	1
Zeros (%)	1.4%
Memory size	696.0 B

Quantile statistics

Minimum	0
5-th percentile	8.5
Q1	61.5
median	100
Q3	167
95-th percentile	246
Maximum	262
Range	262
Interquartile range (IQR)	105.5

Descriptive statistics

Standard deviation	73.01990578
Coefficient of variation (CV)	0.6429881322
Kurtosis	-0.7891789255
Mean	113.5633803
Median Absolute Deviation (MAD)	58
Skewness	0.3248802852
Sum	8063
Variance	5331.90664
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	1.4%
80	1	1.4%
197	1	1.4%
89	1	1.4%
87	1	1.4%
86	1	1.4%
210	1	1.4%
81	1	1.4%
79	1	1.4%
95	1	1.4%
Other values (61)	61	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	1.4%
1	1	1.4%
2	1	1.4%
7	1	1.4%
10	1	1.4%
13	1	1.4%
15	1	1.4%
16	1	1.4%
18	1	1.4%
20	1	1.4%

Value	Count	Frequency (%)
262	1	1.4%
259	1	1.4%
251	1	1.4%
248	1	1.4%
244	1	1.4%
235	1	1.4%
232	1	1.4%
228	1	1.4%
215	1	1.4%
210	1	1.4%

employeeid
Real number (ℝ_≥0)

UNIQUE

Distinct	71
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2257558.239
Minimum	518803
Maximum	3799196
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	518803
5-th percentile	806967
Q1	1442818.5
median	2310754
Q3	3119998
95-th percentile	3504312
Maximum	3799196
Range	3280393
Interquartile range (IQR)	1677179.5

Descriptive statistics

Standard deviation	935007.372
Coefficient of variation (CV)	0.4141675531
Kurtosis	-1.222001082
Mean	2257558.239
Median Absolute Deviation (MAD)	816947
Skewness	-0.07949731667
Sum	160286635
Variance	8.742387858 × 10¹¹
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3424256	1	1.4%
2368354	1	1.4%
1280352	1	1.4%
3205085	1	1.4%
3425257	1	1.4%
1270231	1	1.4%
3426902	1	1.4%
1768788	1	1.4%
1971662	1	1.4%
2310754	1	1.4%
Other values (61)	61	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
518803	1	1.4%
596927	1	1.4%
707350	1	1.4%
787312	1	1.4%
826622	1	1.4%
906108	1	1.4%
953217	1	1.4%
1001754	1	1.4%
1136749	1	1.4%
1140929	1	1.4%

Value	Count	Frequency (%)
3799196	1	1.4%
3735799	1	1.4%
3683104	1	1.4%
3567085	1	1.4%
3441539	1	1.4%
3434886	1	1.4%
3426902	1	1.4%
3425257	1	1.4%
3424256	1	1.4%
3423102	1	1.4%

Friday
Real number (ℝ)

ZEROS

Distinct	40
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-7.639925846
Minimum	-100
Maximum	100
Zeros	10
Zeros (%)	14.1%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-41.79912698
median	-2.673846154
Q3	26.11111111
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	67.9102381

Descriptive statistics

Standard deviation	52.02315726
Coefficient of variation (CV)	-6.80937987
Kurtosis	-0.2040604544
Mean	-7.639925846
Median Absolute Deviation (MAD)	36.00717949
Skewness	0.1325723123
Sum	-542.434735
Variance	2706.408891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	10	14.1%
-100	7	9.9%
100	5	7.0%
-50	4	5.6%
-66.66666667	4	5.6%
33.33333333	4	5.6%
-25	3	4.2%
-33.33333333	2	2.8%
-32.355	1	1.4%
-16.66666667	1	1.4%
Other values (30)	30	42.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	7	9.9%
-66.66666667	4	5.6%
-60	1	1.4%
-52.83888889	1	1.4%
-50	4	5.6%
-42.85714286	1	1.4%
-40.74111111	1	1.4%
-33.33333333	2	2.8%
-32.355	1	1.4%
-30.8375	1	1.4%

Value	Count	Frequency (%)
100	5	7.0%
66.66666667	1	1.4%
64.28571429	1	1.4%
50.66666667	1	1.4%
50	1	1.4%
46.668	1	1.4%
42.85714286	1	1.4%
40.83333333	1	1.4%
37.5	1	1.4%
33.33333333	4	5.6%

Monday
Real number (ℝ)

ZEROS

Distinct	46
Distinct (%)	64.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.989919375
Minimum	-100
Maximum	100
Zeros	4
Zeros (%)	5.6%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-28.57142857
median	0
Q3	40.83333333
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	69.4047619

Descriptive statistics

Standard deviation	57.61866003
Coefficient of variation (CV)	-28.95527365
Kurtosis	-0.5579188587
Mean	-1.989919375
Median Absolute Deviation (MAD)	35.71428571
Skewness	-0.1379158312
Sum	-141.2842756
Variance	3319.909984
Monotocity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
-100	10	14.1%
100	6	8.5%
50	6	8.5%
0	4	5.6%
-22.22222222	2	2.8%
-28.57142857	2	2.8%
-25	2	2.8%
-19.04642857	1	1.4%
-13.33333333	1	1.4%
-14.28571429	1	1.4%
Other values (36)	36	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	10	14.1%
-83.335	1	1.4%
-71.42857143	1	1.4%
-60	1	1.4%
-50	1	1.4%
-44.44444444	1	1.4%
-35.71428571	1	1.4%
-33.33333333	1	1.4%
-28.57142857	2	2.8%
-25	2	2.8%

Value	Count	Frequency (%)
100	6	8.5%
75	1	1.4%
71.42857143	1	1.4%
60	1	1.4%
58.33333333	1	1.4%
57.14285714	1	1.4%
50	6	8.5%
41.66666667	1	1.4%
40	1	1.4%
36.36363636	1	1.4%

Saturday
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.243727705
Minimum	-100
Maximum	100
Zeros	1
Zeros (%)	1.4%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-34.52380952
median	7.14
Q3	36.04166667
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	70.56547619

Descriptive statistics

Standard deviation	60.49237511
Coefficient of variation (CV)	48.6379574
Kurtosis	-0.7080026358
Mean	1.243727705
Median Absolute Deviation (MAD)	40.47333333
Skewness	-0.0007654316641
Sum	88.30466703
Variance	3659.327446
Monotocity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
100	10	14.1%
-100	9	12.7%
-33.33333333	3	4.2%
-20	3	4.2%
-50	3	4.2%
33.33333333	3	4.2%
50	2	2.8%
-37.5	2	2.8%
-31.25125	1	1.4%
21.21272727	1	1.4%
Other values (34)	34	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	9	12.7%
-73.33333333	1	1.4%
-66.66666667	1	1.4%
-60	1	1.4%
-50	3	4.2%
-37.5	2	2.8%
-35.71428571	1	1.4%
-33.33333333	3	4.2%
-31.25125	1	1.4%
-29.16666667	1	1.4%

Value	Count	Frequency (%)
100	10	14.1%
80	1	1.4%
62.5	1	1.4%
60	1	1.4%
50	2	2.8%
40.83333333	1	1.4%
40	1	1.4%
38.75	1	1.4%
33.33333333	3	4.2%
27.50083333	1	1.4%

Sunday
Real number (ℝ)

ZEROS

Distinct	50
Distinct (%)	70.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.8592477
Minimum	-100
Maximum	100
Zeros	3
Zeros (%)	4.2%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-23.80952381
median	11.28968254
Q3	41.46825397
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	65.27777778

Descriptive statistics

Standard deviation	52.97902826
Coefficient of variation (CV)	4.878701521
Kurtosis	-0.1320840503
Mean	10.8592477
Median Absolute Deviation (MAD)	31.13431746
Skewness	-0.1801109569
Sum	771.0065865
Variance	2806.777435
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	9	12.7%
-100	5	7.0%
50	4	5.6%
0	3	4.2%
25	3	4.2%
-33.33333333	2	2.8%
16.66666667	2	2.8%
7.407407407	1	1.4%
10.517	1	1.4%
31.24875	1	1.4%
Other values (40)	40	56.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	5	7.0%
-73.33333333	1	1.4%
-66.66666667	1	1.4%
-50	1	1.4%
-44.44444444	1	1.4%
-40.55544444	1	1.4%
-37.5	1	1.4%
-37.22222222	1	1.4%
-33.33333333	2	2.8%
-33.33	1	1.4%

Value	Count	Frequency (%)
100	9	12.7%
80	1	1.4%
66.66666667	1	1.4%
50	4	5.6%
47.22333333	1	1.4%
42.424	1	1.4%
42.1031746	1	1.4%
40.83333333	1	1.4%
37.5	1	1.4%
35.69023569	1	1.4%

Thursday
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.278733149
Minimum	-100
Maximum	100
Zeros	5
Zeros (%)	7.0%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-30.3119697
median	5.604615385
Q3	40.1825
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	70.4944697

Descriptive statistics

Standard deviation	57.8796251
Coefficient of variation (CV)	10.96468101
Kurtosis	-0.5218600959
Mean	5.278733149
Median Absolute Deviation (MAD)	34.77128205
Skewness	-0.2469404444
Sum	374.7900536
Variance	3350.051001
Monotocity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
100	8	11.3%
-100	8	11.3%
0	5	7.0%
33.33333333	5	7.0%
-33.33333333	3	4.2%
50	3	4.2%
-50	2	2.8%
-45	1	1.4%
75	1	1.4%
2.221666667	1	1.4%
Other values (34)	34	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	8	11.3%
-83.33333333	1	1.4%
-75	1	1.4%
-66.66666667	1	1.4%
-50	2	2.8%
-45	1	1.4%
-33.33333333	3	4.2%
-31.45727273	1	1.4%
-29.16666667	1	1.4%
-25.3968254	1	1.4%

Value	Count	Frequency (%)
100	8	11.3%
75	1	1.4%
66.66625	1	1.4%
62.5	1	1.4%
60	1	1.4%
59.16666667	1	1.4%
50	3	4.2%
44.44444444	1	1.4%
40.365	1	1.4%
40	1	1.4%

Tuesday
Real number (ℝ)

ZEROS

Distinct	45
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.2231065721
Minimum	-100
Maximum	100
Zeros	4
Zeros (%)	5.6%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-50
median	1.763571429
Q3	35.68181818
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	85.68181818

Descriptive statistics

Standard deviation	59.01610094
Coefficient of variation (CV)	-264.5197781
Kurtosis	-0.8460382192
Mean	-0.2231065721
Median Absolute Deviation (MAD)	48.23642857
Skewness	-0.05532871238
Sum	-15.84056662
Variance	3482.90017
Monotocity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
-100	7	9.9%
100	6	8.5%
0	4	5.6%
-50	4	5.6%
50	3	4.2%
33.33333333	3	4.2%
60	2	2.8%
75	2	2.8%
-66.66666667	2	2.8%
-33.33333333	2	2.8%
Other values (35)	36	50.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	7	9.9%
-87.5	1	1.4%
-83.33333333	1	1.4%
-71.42857143	1	1.4%
-66.66666667	2	2.8%
-60	1	1.4%
-58.33333333	1	1.4%
-52.33818182	1	1.4%
-50	4	5.6%
-44.44444444	1	1.4%

Value	Count	Frequency (%)
100	6	8.5%
85.71428571	1	1.4%
80	1	1.4%
75	2	2.8%
66.66666667	1	1.4%
60	2	2.8%
59.16666667	1	1.4%
50	3	4.2%
36.36363636	1	1.4%
35	1	1.4%

Wednesday
Real number (ℝ)

ZEROS

Distinct	40
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-7.501150488
Minimum	-100
Maximum	100
Zeros	6
Zeros (%)	8.5%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-47.22222222
median	-11.11111111
Q3	22.79153333
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	70.01375556

Descriptive statistics

Standard deviation	56.33680204
Coefficient of variation (CV)	-7.510421519
Kurtosis	-0.3200327011
Mean	-7.501150488
Median Absolute Deviation (MAD)	34.02777778
Skewness	0.3125455379
Sum	-532.5816847
Variance	3173.835264
Monotocity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
100	8	11.3%
-100	8	11.3%
0	6	8.5%
-50	6	8.5%
50	4	5.6%
-33.33333333	3	4.2%
-60	2	2.8%
-20	2	2.8%
-27.668	1	1.4%
-40	1	1.4%
Other values (30)	30	42.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	8	11.3%
-80	1	1.4%
-60	2	2.8%
-55.55333333	1	1.4%
-50	6	8.5%
-44.44444444	1	1.4%
-40	1	1.4%
-33.33333333	3	4.2%
-27.668	1	1.4%
-27.272	1	1.4%

Value	Count	Frequency (%)
100	8	11.3%
66.66666667	1	1.4%
50.66666667	1	1.4%
50	4	5.6%
33.33333333	1	1.4%
30	1	1.4%
25	1	1.4%
22.91666667	1	1.4%
22.6664	1	1.4%
16.66666667	1	1.4%

previous week_x
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.50343172
Minimum	-100
Maximum	100
Zeros	11
Zeros (%)	15.5%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-33.33333333
median	3.571428571
Q3	57.83923077
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	91.1725641

Descriptive statistics

Standard deviation	64.53264029
Coefficient of variation (CV)	6.14395771
Kurtosis	-0.8400630443
Mean	10.50343172
Median Absolute Deviation (MAD)	46.42857143
Skewness	-0.203456231
Sum	745.743652
Variance	4164.461663
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
100	14	19.7%
0	11	15.5%
-100	10	14.1%
33.33333333	5	7.0%
-50	4	5.6%
-33.33333333	3	4.2%
60	2	2.8%
50	2	2.8%
-25	1	1.4%
-20	1	1.4%
Other values (18)	18	25.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	10	14.1%
-50	4	5.6%
-46.666	1	1.4%
-40	1	1.4%
-33.33333333	3	4.2%
-25	1	1.4%
-24.07333333	1	1.4%
-20	1	1.4%
-14.52428571	1	1.4%
0	11	15.5%

Value	Count	Frequency (%)
100	14	19.7%
91.6675	1	1.4%
66.66666667	1	1.4%
60	2	2.8%
55.67846154	1	1.4%
50	2	2.8%
48.61083333	1	1.4%
42.85714286	1	1.4%
35.71428571	1	1.4%
33.33333333	5	7.0%

actual week
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.8785409121
Minimum	-100
Maximum	100
Zeros	16
Zeros (%)	22.5%
Memory size	696.0 B

Quantile statistics

Minimum	-100
5-th percentile	-100
Q1	-38.88833333
median	0
Q3	50
95-th percentile	100
Maximum	100
Range	200
Interquartile range (IQR)	88.88833333

Descriptive statistics

Standard deviation	63.6235119
Coefficient of variation (CV)	-72.41952084
Kurtosis	-0.8008318032
Mean	-0.8785409121
Median Absolute Deviation (MAD)	50
Skewness	-0.0711336444
Sum	-62.37640476
Variance	4047.951266
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	16	22.5%
-100	13	18.3%
100	10	14.1%
50	6	8.5%
-50	3	4.2%
-33.33333333	2	2.8%
-25	2	2.8%
2.115714286	2	2.8%
66.66666667	2	2.8%
31	1	1.4%
Other values (14)	14	19.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	13	18.3%
-66.66666667	1	1.4%
-50	3	4.2%
-44.44333333	1	1.4%
-33.33333333	2	2.8%
-33.332	1	1.4%
-25	2	2.8%
-19.04714286	1	1.4%
-14.5825	1	1.4%
0	16	22.5%

Value	Count	Frequency (%)
100	10	14.1%
75	1	1.4%
66.66666667	2	2.8%
50	6	8.5%
40	1	1.4%
33.33333333	1	1.4%
31	1	1.4%
25	1	1.4%
16.665	1	1.4%
13.47	1	1.4%

label
Categorical

Distinct	2
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

1	38
0	33

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	71
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

Most occurring characters

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	71	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	71	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	71	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	38	53.5%
0	33	46.5%

df_aicr_previous_week
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	53
Distinct (%)	88.3%
Missing	11
Missing (%)	15.5%
Infinite	0
Infinite (%)	0.0%

Mean	60.99733333
Minimum	0
Maximum	100
Zeros	1
Zeros (%)	1.4%
Memory size	696.0 B

Quantile statistics

Minimum	0
5-th percentile	46.29075
Q1	55.54375
median	61.1525
Q3	66.67125
95-th percentile	75.5405
Maximum	100
Range	100
Interquartile range (IQR)	11.1275

Descriptive statistics

Standard deviation	13.36918603
Coefficient of variation (CV)	0.2191765656
Kurtosis	7.354365358
Mean	60.99733333
Median Absolute Deviation (MAD)	5.5575
Skewness	-1.295025924
Sum	3659.84
Variance	178.7351351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	4	5.6%
75	3	4.2%
66.67	2	2.8%
60.71	2	2.8%
58.75	1	1.4%
48.555	1	1.4%
59.63	1	1.4%
64.775	1	1.4%
65.715	1	1.4%
54.615	1	1.4%
Other values (43)	43	60.6%
(Missing)	11	15.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	1.4%
30.95	1	1.4%
42.22	1	1.4%
46.505	1	1.4%
48.55	1	1.4%
48.555	1	1.4%
50	4	5.6%
54.04	1	1.4%
54.615	1	1.4%
55	1	1.4%

Value	Count	Frequency (%)
100	1	1.4%
82.145	1	1.4%
81.82	1	1.4%
75.21	1	1.4%
75	3	4.2%
72.915	1	1.4%
72.81	1	1.4%
72.73	1	1.4%
71.57	1	1.4%
71.43	1	1.4%

df_cpc_previous_week
Real number (ℝ_≥0)

Distinct	69
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6721559153
Minimum	0.23
Maximum	1.11
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	0.23
5-th percentile	0.365625
Q1	0.5779166667
median	0.6583333333
Q3	0.77125
95-th percentile	0.9604166667
Maximum	1.11
Range	0.88
Interquartile range (IQR)	0.1933333333

Descriptive statistics

Standard deviation	0.1688883684
Coefficient of variation (CV)	0.2512636794
Kurtosis	0.3899603739
Mean	0.6721559153
Median Absolute Deviation (MAD)	0.09916666667
Skewness	-0.02663013817
Sum	47.72306999
Variance	0.02852328099
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.71	2	2.8%
1	2	2.8%
0.5625	1	1.4%
0.58875	1	1.4%
0.525	1	1.4%
0.38125	1	1.4%
0.723	1	1.4%
0.8325	1	1.4%
0.7808333333	1	1.4%
0.8814285714	1	1.4%
Other values (59)	59	83.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.23	1	1.4%
0.33	1	1.4%
0.331	1	1.4%
0.35	1	1.4%
0.38125	1	1.4%
0.4216666667	1	1.4%
0.4225	1	1.4%
0.4790909091	1	1.4%
0.5125	1	1.4%
0.525	1	1.4%

Value	Count	Frequency (%)
1.11	1	1.4%
1	2	2.8%
0.98	1	1.4%
0.9408333333	1	1.4%
0.9271428571	1	1.4%
0.8814285714	1	1.4%
0.875	1	1.4%
0.8725	1	1.4%
0.8628571429	1	1.4%
0.857	1	1.4%

df_itg_previous_week
Real number (ℝ_≥0)

UNIQUE

Distinct	71
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	56.21186687
Minimum	12.5
Maximum	94.12
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	12.5
5-th percentile	34.282
Q1	49.471875
median	52.922
Q3	63.09791667
95-th percentile	81.5825
Maximum	94.12
Range	81.62
Interquartile range (IQR)	13.62604167

Descriptive statistics

Standard deviation	13.79573826
Coefficient of variation (CV)	0.2454239475
Kurtosis	1.367666536
Mean	56.21186687
Median Absolute Deviation (MAD)	6.382
Skewness	0.01890716108
Sum	3991.042548
Variance	190.3223942
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.324	1	1.4%
50.27	1	1.4%
82.82666667	1	1.4%
64.5825	1	1.4%
94.12	1	1.4%
50.31375	1	1.4%
52.38	1	1.4%
82.465	1	1.4%
48.33285714	1	1.4%
12.5	1	1.4%
Other values (61)	61	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.5	1	1.4%
23.895	1	1.4%
31.95	1	1.4%
33.24	1	1.4%
35.324	1	1.4%
39.662	1	1.4%
44.70375	1	1.4%
45.5075	1	1.4%
45.83	1	1.4%
46.15	1	1.4%

Value	Count	Frequency (%)
94.12	1	1.4%
82.82666667	1	1.4%
82.465	1	1.4%
81.63333333	1	1.4%
81.53166667	1	1.4%
79.41	1	1.4%
74.605	1	1.4%
74.48125	1	1.4%
73.865	1	1.4%
73.438	1	1.4%

df_itg20_previous_week
Real number (ℝ_≥0)

MISSING

Distinct	28
Distinct (%)	41.2%
Missing	3
Missing (%)	4.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.9271867997
Minimum	0.3333333333
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	0.3333333333
5-th percentile	0.6
Q1	0.9264285714
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	0.6666666667
Interquartile range (IQR)	0.07357142857

Descriptive statistics

Standard deviation	0.1430386987
Coefficient of variation (CV)	0.1542717161
Kurtosis	5.479802152
Mean	0.9271867997
Median Absolute Deviation (MAD)	0
Skewness	-2.421657368
Sum	63.04870238
Variance	0.02046006933
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
1	40	56.3%
0.6	2	2.8%
0.9433333333	1	1.4%
0.75	1	1.4%
0.945	1	1.4%
0.9285714286	1	1.4%
0.9575	1	1.4%
0.5425	1	1.4%
0.985	1	1.4%
0.995	1	1.4%
Other values (18)	18	25.4%
(Missing)	3	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3333333333	1	1.4%
0.5	1	1.4%
0.5425	1	1.4%
0.6	2	2.8%
0.625	1	1.4%
0.632	1	1.4%
0.75	1	1.4%
0.805	1	1.4%
0.8085714286	1	1.4%
0.8571428571	1	1.4%

Value	Count	Frequency (%)
1	40	56.3%
0.995	1	1.4%
0.985	1	1.4%
0.979	1	1.4%
0.975	1	1.4%
0.9575	1	1.4%
0.957	1	1.4%
0.945	1	1.4%
0.9433333333	1	1.4%
0.939	1	1.4%

df_aht_previous_week
Real number (ℝ_≥0)

UNIQUE

Distinct	71
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1197.18908
Minimum	404.4
Maximum	4714.75
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	404.4
5-th percentile	693.1111111
Q1	923.6602564
median	1042.714286
Q3	1290.184524
95-th percentile	1861.785714
Maximum	4714.75
Range	4310.35
Interquartile range (IQR)	366.5242674

Descriptive statistics

Standard deviation	546.240597
Coefficient of variation (CV)	0.4562692778
Kurtosis	24.13984034
Mean	1197.18908
Median Absolute Deviation (MAD)	168.5714286
Skewness	4.01688082
Sum	85000.4247
Variance	298378.7898
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1877	1	1.4%
1007.7	1	1.4%
950.75	1	1.4%
1042.333333	1	1.4%
932.25	1	1.4%
1133.1	1	1.4%
915.9	1	1.4%
1248.333333	1	1.4%
1670	1	1.4%
1404.916667	1	1.4%
Other values (61)	61	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
404.4	1	1.4%
594.4	1	1.4%
680.3	1	1.4%
693	1	1.4%
693.2222222	1	1.4%
785	1	1.4%
817.5	1	1.4%
822.0714286	1	1.4%
856.5	1	1.4%
861.1428571	1	1.4%

Value	Count	Frequency (%)
4714.75	1	1.4%
2118.75	1	1.4%
2025	1	1.4%
1877	1	1.4%
1846.571429	1	1.4%
1709.5	1	1.4%
1687.5	1	1.4%
1683.333333	1	1.4%
1673	1	1.4%
1670	1	1.4%

df_ntt_previous_week
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	71
Missing (%)	100.0%
Memory size	696.0 B

df_sentiment_previous_week
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	71
Missing (%)	100.0%
Memory size	696.0 B

df_surveycount_previous_week
Real number (ℝ_≥0)

Distinct	24
Distinct (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.444152952
Minimum	1
Maximum	25.85714286
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1.666666667
95-th percentile	4.785714286
Maximum	25.85714286
Range	24.85714286
Interquartile range (IQR)	0.6666666667

Descriptive statistics

Standard deviation	4.90665739
Coefficient of variation (CV)	2.007508321
Kurtosis	19.02664394
Mean	2.444152952
Median Absolute Deviation (MAD)	0
Skewness	4.465750776
Sum	173.5348596
Variance	24.07528674
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
1	40	56.3%
1.666666667	4	5.6%
2	3	4.2%
1.5	3	4.2%
1.333333333	2	2.8%
24.42857143	1	1.4%
1.4	1	1.4%
25.85714286	1	1.4%
5.714285714	1	1.4%
2.111111111	1	1.4%
Other values (14)	14	19.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	40	56.3%
1.142857143	1	1.4%
1.2	1	1.4%
1.285714286	1	1.4%
1.333333333	2	2.8%
1.4	1	1.4%
1.5	3	4.2%
1.6	1	1.4%
1.666666667	4	5.6%
1.7	1	1.4%

Value	Count	Frequency (%)
25.85714286	1	1.4%
25.66666667	1	1.4%
24.42857143	1	1.4%
5.714285714	1	1.4%
3.857142857	1	1.4%
3.777777778	1	1.4%
3.076923077	1	1.4%
2.714285714	1	1.4%
2.333333333	1	1.4%
2.285714286	1	1.4%

df_transfer_previous_week
Real number (ℝ_≥0)

ZEROS

Distinct	69
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.851387141
Minimum	0
Maximum	44.16625
Zeros	3
Zeros (%)	4.2%
Memory size	696.0 B

Quantile statistics

Minimum	0
5-th percentile	1.23
Q1	5.23875
median	8.526428571
Q3	11.18541667
95-th percentile	25.78125
Maximum	44.16625
Range	44.16625
Interquartile range (IQR)	5.946666667

Descriptive statistics

Standard deviation	8.145344799
Coefficient of variation (CV)	0.8268221198
Kurtosis	6.508098565
Mean	9.851387141
Median Absolute Deviation (MAD)	3.138928571
Skewness	2.271771226
Sum	699.448487
Variance	66.34664189
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	4.2%
6.747142857	1	1.4%
9.505	1	1.4%
8.5225	1	1.4%
9.052857143	1	1.4%
2.3075	1	1.4%
16.67	1	1.4%
9.635833333	1	1.4%
4.045714286	1	1.4%
12.41285714	1	1.4%
Other values (59)	59	83.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	4.2%
0.7933333333	1	1.4%
1.666666667	1	1.4%
2.3075	1	1.4%
2.381428571	1	1.4%
2.585714286	1	1.4%
3.03	1	1.4%
3.451666667	1	1.4%
4.045714286	1	1.4%
4.166666667	1	1.4%

Value	Count	Frequency (%)
44.16625	1	1.4%
40.925	1	1.4%
30.08875	1	1.4%
26.5625	1	1.4%
25	1	1.4%
22.76571429	1	1.4%
20.74666667	1	1.4%
16.67	1	1.4%
16.515	1	1.4%
15.13125	1	1.4%

df_tsr_previous_week
Real number (ℝ_≥0)

ZEROS

Distinct	18
Distinct (%)	25.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6617634087
Minimum	0
Maximum	25
Zeros	54
Zeros (%)	76.1%
Memory size	696.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1.395416667
Maximum	25
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.231298842
Coefficient of variation (CV)	4.882861154
Kurtosis	48.66569351
Mean	0.6617634087
Median Absolute Deviation (MAD)	0
Skewness	6.774111939
Sum	46.98520202
Variance	10.4412922
Monotocity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	54	76.1%
0.2766666667	1	1.4%
1.13625	1	1.4%
1.1375	1	1.4%
0.2891666667	1	1.4%
0.135	1	1.4%
25	1	1.4%
1.653333333	1	1.4%
0.6633333333	1	1.4%
0.96125	1	1.4%
Other values (8)	8	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	54	76.1%
0.135	1	1.4%
0.22	1	1.4%
0.225	1	1.4%
0.2766666667	1	1.4%
0.2891666667	1	1.4%
0.3016666667	1	1.4%
0.3566666667	1	1.4%
0.5591666667	1	1.4%
0.5690909091	1	1.4%

Value	Count	Frequency (%)
25	1	1.4%
11.11111111	1	1.4%
2.39	1	1.4%
1.653333333	1	1.4%
1.1375	1	1.4%
1.13625	1	1.4%
0.96125	1	1.4%
0.6633333333	1	1.4%
0.5690909091	1	1.4%
0.5591666667	1	1.4%

Label
Categorical

Distinct	2
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

1	42
0	29

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	71
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Most occurring characters

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	71	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	71	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	71	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	42	59.2%
0	29	40.8%

Score
Real number (ℝ_≥0)

Distinct	70
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.7458619718
Minimum	0.5003
Maximum	0.9945
Zeros	0
Zeros (%)	0.0%
Memory size	696.0 B

Quantile statistics

Minimum	0.5003
5-th percentile	0.52115
Q1	0.6528
median	0.7481
Q3	0.86765
95-th percentile	0.9742
Maximum	0.9945
Range	0.4942
Interquartile range (IQR)	0.21485

Descriptive statistics

Standard deviation	0.1376262769
Coefficient of variation (CV)	0.1845197666
Kurtosis	-0.9140515097
Mean	0.7458619718
Median Absolute Deviation (MAD)	0.1035
Skewness	-0.05522875697
Sum	52.9562
Variance	0.0189409921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7881	2	2.8%
0.6446	1	1.4%
0.5373	1	1.4%
0.9813	1	1.4%
0.7643	1	1.4%
0.689	1	1.4%
0.6595	1	1.4%
0.9089	1	1.4%
0.8945	1	1.4%
0.9748	1	1.4%
Other values (60)	60	84.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5003	1	1.4%
0.5092	1	1.4%
0.515	1	1.4%
0.5166	1	1.4%
0.5257	1	1.4%
0.5293	1	1.4%
0.5366	1	1.4%
0.5373	1	1.4%
0.55	1	1.4%
0.557	1	1.4%

Value	Count	Frequency (%)
0.9945	1	1.4%
0.984	1	1.4%
0.9813	1	1.4%
0.9748	1	1.4%
0.9736	1	1.4%
0.9228	1	1.4%
0.9205	1	1.4%
0.9181	1	1.4%
0.9176	1	1.4%
0.9105	1	1.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	employeeid	Friday	Monday	Saturday	Sunday	Thursday	Tuesday	Wednesday	previous week_x	actual week	label	df_aicr_previous_week	df_cpc_previous_week	df_itg_previous_week	df_itg20_previous_week	df_aht_previous_week	df_ntt_previous_week	df_sentiment_previous_week	df_surveycount_previous_week	df_transfer_previous_week	df_tsr_previous_week	Label	Score
0	0	1001754	-25.396825	57.142857	-100.000000	-25.396825	-25.396825	-33.333333	-25.396825	100.000000	50.000000	0	NaN	0.790000	45.830000	1.000	912.666667	NaN	NaN	1.000000	8.813333	0.000000	0	0.7848
1	1	1136749	100.000000	-13.333333	-100.000000	-13.333333	-33.333333	0.000000	-33.333333	0.000000	0.000000	1	66.670	0.927143	48.332857	1.000	2025.000000	NaN	NaN	1.000000	2.381429	0.000000	1	0.7466
2	2	1140929	64.285714	75.000000	80.000000	42.103175	-33.333333	-33.333333	100.000000	35.714286	100.000000	1	82.145	0.610000	52.052500	1.000	1404.916667	NaN	NaN	1.142857	3.451667	0.000000	1	0.5257
3	7	1208130	-66.666667	-14.285714	-13.363095	-13.363095	37.500000	-13.363095	-10.000000	0.000000	0.000000	1	75.210	0.722500	82.465000	1.000	1169.625000	NaN	NaN	1.000000	15.131250	0.000000	1	0.6542
4	10	1240601	50.000000	25.000000	100.000000	20.000000	100.000000	14.285714	100.000000	60.000000	100.000000	1	65.385	0.655000	53.311667	0.945	822.071429	NaN	NaN	1.000000	4.045714	0.000000	0	0.8686
5	13	1270231	-50.000000	-28.571429	-35.714286	25.000000	66.666250	0.000000	100.000000	33.333333	-33.333333	0	72.810	0.759167	65.681250	1.000	893.214286	NaN	NaN	1.666667	22.765714	2.390000	0	0.5936
6	15	1280352	50.666667	20.000000	33.333333	0.000000	100.000000	100.000000	50.666667	100.000000	100.000000	1	58.335	0.757500	70.902500	1.000	1261.714286	NaN	NaN	1.000000	10.357143	0.000000	0	0.9205
7	16	1292899	100.000000	-100.000000	20.000000	27.936508	33.333333	14.285714	100.000000	50.000000	100.000000	1	0.000	0.824444	62.393333	1.000	1254.909091	NaN	NaN	1.000000	5.943636	11.111111	0	0.6670
8	18	1295874	100.000000	-6.668000	-20.000000	22.666400	40.000000	0.000000	22.666400	11.110000	-33.333333	0	75.000	0.479091	63.980000	1.000	923.153846	NaN	NaN	1.666667	9.180000	0.569091	0	0.5092
9	20	1303865	0.000000	100.000000	-33.333333	100.000000	30.555556	33.333333	-16.666667	100.000000	-25.000000	0	75.000	0.693333	52.716000	1.000	1321.363636	NaN	NaN	1.000000	0.000000	0.000000	0	0.9736

Last rows

	Unnamed: 0	employeeid	Friday	Monday	Saturday	Sunday	Thursday	Tuesday	Wednesday	previous week_x	actual week	label	df_aicr_previous_week	df_cpc_previous_week	df_itg_previous_week	df_itg20_previous_week	df_aht_previous_week	df_ntt_previous_week	df_sentiment_previous_week	df_surveycount_previous_week	df_transfer_previous_week	df_tsr_previous_week	Label	Score
61	210	3683104	-32.355000	17.223333	7.140000	10.000000	-4.165000	19.333333	8.570000	7.921667	2.115714	0	60.710	0.710000	62.215000	0.9100	1042.333333	NaN	NaN	25.666667	9.733333	0.225000	1	0.5366
62	215	3735799	-100.000000	-22.222222	-22.222222	-22.222222	0.000000	33.333333	-22.222222	0.000000	0.000000	1	NaN	0.875000	12.500000	NaN	1709.500000	NaN	NaN	1.000000	6.250000	0.000000	1	0.5779
63	228	3799196	-100.000000	-100.000000	-100.000000	-100.000000	-100.000000	-100.000000	-100.000000	-100.000000	-100.000000	1	50.000	1.000000	50.000000	NaN	2118.750000	NaN	NaN	1.000000	25.000000	0.000000	1	0.9228
64	232	518803	33.333333	100.000000	-100.000000	6.597222	6.250000	-50.000000	50.000000	-50.000000	100.000000	1	63.395	0.560000	52.878333	1.0000	1687.500000	NaN	NaN	1.200000	30.088750	0.000000	1	0.7881
65	235	596927	11.111111	-83.335000	-20.000000	100.000000	5.556667	-71.428571	-55.553333	-46.666000	0.000000	1	61.595	0.331000	46.540000	0.9575	856.500000	NaN	NaN	1.600000	2.307500	0.000000	1	0.7623
66	244	707350	-30.837500	-23.030909	21.212727	47.223333	-17.131111	-52.338182	-4.563333	-14.524286	13.470000	1	57.380	0.627500	49.917500	0.9020	994.714286	NaN	NaN	5.714286	7.987857	0.301667	1	0.7341
67	248	787312	-100.000000	-33.333333	-73.333333	-73.333333	-100.000000	-83.333333	-50.000000	-100.000000	100.000000	1	NaN	0.832500	49.160000	1.0000	594.400000	NaN	NaN	1.000000	0.000000	0.000000	1	0.9181
68	251	826622	42.857143	12.500000	-33.333333	11.289683	20.000000	85.714286	-60.000000	33.333333	-50.000000	0	65.715	0.551000	47.130000	1.0000	926.500000	NaN	NaN	1.000000	8.761000	0.000000	0	0.5570
69	259	906108	40.833333	-16.666667	40.833333	40.833333	100.000000	100.000000	-20.000000	100.000000	-100.000000	0	50.000	0.881429	52.380000	NaN	1846.571429	NaN	NaN	1.000000	9.524286	0.000000	1	0.7632
70	262	953217	66.666667	50.000000	22.220000	50.000000	17.777333	17.777333	-100.000000	100.000000	50.000000	0	42.220	0.872500	74.481250	1.0000	1044.214286	NaN	NaN	1.500000	4.830000	0.000000	0	0.7153

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows